{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import agentpy as ap\n",
    "import numpy\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import IPython\n",
    "# 解决绘图中的中文乱码问题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei'] \n",
    "plt.rcParams['axes.unicode_minus'] = False "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def random_to_pos(model):\n",
    "    status_array = model.area[\"status\"]\n",
    "    empty_indices = numpy.where(status_array == 0)\n",
    "    empty_indices_tuple = tuple(empty_indices)\n",
    "    random_index = numpy.random.choice(len(empty_indices_tuple[0]))\n",
    "    return (int(empty_indices_tuple[0][random_index]), int(empty_indices_tuple[1][random_index]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Schelling_model(ap.Model):\n",
    "    def setup(self):\n",
    "        self.p = {\n",
    "            \"size\": 50,\n",
    "            \"agent_num\": 2000,\n",
    "            \"steps\": 100,\n",
    "        }\n",
    "\n",
    "        self.area = ap.Grid(self, [self.p['size']] * 2,\n",
    "                              track_empty=True,\n",
    "                              check_border=True)\n",
    "        # 这个状态代表这个网格上是否有人\n",
    "        self.area.add_field('status',0)\n",
    "        self.agents = ap.AgentDList(self, self.p['agent_num'])\n",
    "\n",
    "        pos = set()\n",
    "        pop_type = []\n",
    "        while len(pos) < len(self.agents):\n",
    "            x = self.random.randint(0, self.p['size']-1)\n",
    "            y = self.random.randint(0, self.p['size']-1)\n",
    "            if  (x,y) not in pos:\n",
    "                pos.add((x,y))\n",
    "                pop_type.append(self.random.randint(0, 1))\n",
    "                self.area[\"status\"][x,y] = 1\n",
    "        \n",
    "        self.area.add_agents(self.agents, positions=pos, empty=True)\n",
    "        self.agents.type = 0\n",
    "\n",
    "        for agent in self.random.sample(self.agents, int(self.p['agent_num'] * 0.5)):\n",
    "            agent.type = 1\n",
    "    \n",
    "    def step(self):\n",
    "        pop = self.agents.select(self.agents.type < 3)\n",
    "        stop = True\n",
    "        for person in pop:\n",
    "            p_neighbors = self.area.neighbors(person)\n",
    "            if person.type == 0:\n",
    "                self_type = len(numpy.where(numpy.array(p_neighbors.type) ==0)[0]) +1\n",
    "            else:\n",
    "                self_type = len(numpy.where(numpy.array(p_neighbors.type) ==1)[0]) +1\n",
    "\n",
    "            if float(self_type)/(len(p_neighbors)+1) <= 0.7:\n",
    "                stop = False\n",
    "                # print(self.t,\"    \",self_type,len(p_neighbors))     \n",
    "                self_pos = self.area.positions[person]\n",
    "                newpos = random_to_pos(self)\n",
    "                self.area[\"status\"][self_pos[0],self_pos[1]] = 0\n",
    "                self.area.move_to(person, (newpos[0],newpos[1]))\n",
    "                self.area[\"status\"][newpos[0],newpos[1]] = 1\n",
    "        if self.t >= self.p[\"steps\"] or stop:\n",
    "            self.stop()\n",
    "    \n",
    "    def end(self):\n",
    "        pass\n",
    "\n",
    "# model = Schelling_model()\n",
    "# model.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<link rel=\"stylesheet\"\n",
       "href=\"https://maxcdn.bootstrapcdn.com/font-awesome/4.4.0/css/font-awesome.min.css\">\n",
       "<script language=\"javascript\">\n",
       "  function isInternetExplorer() {\n",
       "    ua = navigator.userAgent;\n",
       "    /* MSIE used to detect old browsers and Trident used to newer ones*/\n",
       "    return ua.indexOf(\"MSIE \") > -1 || ua.indexOf(\"Trident/\") > -1;\n",
       "  }\n",
       "\n",
       "  /* Define the Animation class */\n",
       "  function Animation(frames, img_id, slider_id, interval, loop_select_id){\n",
       "    this.img_id = img_id;\n",
       "    this.slider_id = slider_id;\n",
       "    this.loop_select_id = loop_select_id;\n",
       "    this.interval = interval;\n",
       "    this.current_frame = 0;\n",
       "    this.direction = 0;\n",
       "    this.timer = null;\n",
       "    this.frames = new Array(frames.length);\n",
       "\n",
       "    for (var i=0; i<frames.length; i++)\n",
       "    {\n",
       "     this.frames[i] = new Image();\n",
       "     this.frames[i].src = frames[i];\n",
       "    }\n",
       "    var slider = document.getElementById(this.slider_id);\n",
       "    slider.max = this.frames.length - 1;\n",
       "    if (isInternetExplorer()) {\n",
       "        // switch from oninput to onchange because IE <= 11 does not conform\n",
       "        // with W3C specification. It ignores oninput and onchange behaves\n",
       "        // like oninput. In contrast, Microsoft Edge behaves correctly.\n",
       "        slider.setAttribute('onchange', slider.getAttribute('oninput'));\n",
       "        slider.setAttribute('oninput', null);\n",
       "    }\n",
       "    this.set_frame(this.current_frame);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.get_loop_state = function(){\n",
       "    var button_group = document[this.loop_select_id].state;\n",
       "    for (var i = 0; i < button_group.length; i++) {\n",
       "        var button = button_group[i];\n",
       "        if (button.checked) {\n",
       "            return button.value;\n",
       "        }\n",
       "    }\n",
       "    return undefined;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.set_frame = function(frame){\n",
       "    this.current_frame = frame;\n",
       "    document.getElementById(this.img_id).src =\n",
       "            this.frames[this.current_frame].src;\n",
       "    document.getElementById(this.slider_id).value = this.current_frame;\n",
       "  }\n",
       "\n",
       "  Animation.prototype.next_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.min(this.frames.length - 1, this.current_frame + 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.previous_frame = function()\n",
       "  {\n",
       "    this.set_frame(Math.max(0, this.current_frame - 1));\n",
       "  }\n",
       "\n",
       "  Animation.prototype.first_frame = function()\n",
       "  {\n",
       "    this.set_frame(0);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.last_frame = function()\n",
       "  {\n",
       "    this.set_frame(this.frames.length - 1);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.slower = function()\n",
       "  {\n",
       "    this.interval /= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.faster = function()\n",
       "  {\n",
       "    this.interval *= 0.7;\n",
       "    if(this.direction > 0){this.play_animation();}\n",
       "    else if(this.direction < 0){this.reverse_animation();}\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_forward = function()\n",
       "  {\n",
       "    this.current_frame += 1;\n",
       "    if(this.current_frame < this.frames.length){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.first_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.last_frame();\n",
       "        this.reverse_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.last_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.anim_step_reverse = function()\n",
       "  {\n",
       "    this.current_frame -= 1;\n",
       "    if(this.current_frame >= 0){\n",
       "      this.set_frame(this.current_frame);\n",
       "    }else{\n",
       "      var loop_state = this.get_loop_state();\n",
       "      if(loop_state == \"loop\"){\n",
       "        this.last_frame();\n",
       "      }else if(loop_state == \"reflect\"){\n",
       "        this.first_frame();\n",
       "        this.play_animation();\n",
       "      }else{\n",
       "        this.pause_animation();\n",
       "        this.first_frame();\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.pause_animation = function()\n",
       "  {\n",
       "    this.direction = 0;\n",
       "    if (this.timer){\n",
       "      clearInterval(this.timer);\n",
       "      this.timer = null;\n",
       "    }\n",
       "  }\n",
       "\n",
       "  Animation.prototype.play_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = 1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_forward();\n",
       "    }, this.interval);\n",
       "  }\n",
       "\n",
       "  Animation.prototype.reverse_animation = function()\n",
       "  {\n",
       "    this.pause_animation();\n",
       "    this.direction = -1;\n",
       "    var t = this;\n",
       "    if (!this.timer) this.timer = setInterval(function() {\n",
       "        t.anim_step_reverse();\n",
       "    }, this.interval);\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<style>\n",
       ".animation {\n",
       "    display: inline-block;\n",
       "    text-align: center;\n",
       "}\n",
       "input[type=range].anim-slider {\n",
       "    width: 374px;\n",
       "    margin-left: auto;\n",
       "    margin-right: auto;\n",
       "}\n",
       ".anim-buttons {\n",
       "    margin: 8px 0px;\n",
       "}\n",
       ".anim-buttons button {\n",
       "    padding: 0;\n",
       "    width: 36px;\n",
       "}\n",
       ".anim-state label {\n",
       "    margin-right: 8px;\n",
       "}\n",
       ".anim-state input {\n",
       "    margin: 0;\n",
       "    vertical-align: middle;\n",
       "}\n",
       "</style>\n",
       "\n",
       "<div class=\"animation\">\n",
       "  <img id=\"_anim_imgc26c9e196c00489988071fcf1ed9a710\">\n",
       "  <div class=\"anim-controls\">\n",
       "    <input id=\"_anim_sliderc26c9e196c00489988071fcf1ed9a710\" type=\"range\" class=\"anim-slider\"\n",
       "           name=\"points\" min=\"0\" max=\"1\" step=\"1\" value=\"0\"\n",
       "           oninput=\"animc26c9e196c00489988071fcf1ed9a710.set_frame(parseInt(this.value));\">\n",
       "    <div class=\"anim-buttons\">\n",
       "      <button title=\"Decrease speed\" aria-label=\"Decrease speed\" onclick=\"animc26c9e196c00489988071fcf1ed9a710.slower()\">\n",
       "          <i class=\"fa fa-minus\"></i></button>\n",
       "      <button title=\"First frame\" aria-label=\"First frame\" onclick=\"animc26c9e196c00489988071fcf1ed9a710.first_frame()\">\n",
       "        <i class=\"fa fa-fast-backward\"></i></button>\n",
       "      <button title=\"Previous frame\" aria-label=\"Previous frame\" onclick=\"animc26c9e196c00489988071fcf1ed9a710.previous_frame()\">\n",
       "          <i class=\"fa fa-step-backward\"></i></button>\n",
       "      <button title=\"Play backwards\" aria-label=\"Play backwards\" onclick=\"animc26c9e196c00489988071fcf1ed9a710.reverse_animation()\">\n",
       "          <i class=\"fa fa-play fa-flip-horizontal\"></i></button>\n",
       "      <button title=\"Pause\" aria-label=\"Pause\" onclick=\"animc26c9e196c00489988071fcf1ed9a710.pause_animation()\">\n",
       "          <i class=\"fa fa-pause\"></i></button>\n",
       "      <button title=\"Play\" aria-label=\"Play\" onclick=\"animc26c9e196c00489988071fcf1ed9a710.play_animation()\">\n",
       "          <i class=\"fa fa-play\"></i></button>\n",
       "      <button title=\"Next frame\" aria-label=\"Next frame\" onclick=\"animc26c9e196c00489988071fcf1ed9a710.next_frame()\">\n",
       "          <i class=\"fa fa-step-forward\"></i></button>\n",
       "      <button title=\"Last frame\" aria-label=\"Last frame\" onclick=\"animc26c9e196c00489988071fcf1ed9a710.last_frame()\">\n",
       "          <i class=\"fa fa-fast-forward\"></i></button>\n",
       "      <button title=\"Increase speed\" aria-label=\"Increase speed\" onclick=\"animc26c9e196c00489988071fcf1ed9a710.faster()\">\n",
       "          <i class=\"fa fa-plus\"></i></button>\n",
       "    </div>\n",
       "    <form title=\"Repetition mode\" aria-label=\"Repetition mode\" action=\"#n\" name=\"_anim_loop_selectc26c9e196c00489988071fcf1ed9a710\"\n",
       "          class=\"anim-state\">\n",
       "      <input type=\"radio\" name=\"state\" value=\"once\" id=\"_anim_radio1_c26c9e196c00489988071fcf1ed9a710\"\n",
       "             >\n",
       "      <label for=\"_anim_radio1_c26c9e196c00489988071fcf1ed9a710\">Once</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"loop\" id=\"_anim_radio2_c26c9e196c00489988071fcf1ed9a710\"\n",
       "             checked>\n",
       "      <label for=\"_anim_radio2_c26c9e196c00489988071fcf1ed9a710\">Loop</label>\n",
       "      <input type=\"radio\" name=\"state\" value=\"reflect\" id=\"_anim_radio3_c26c9e196c00489988071fcf1ed9a710\"\n",
       "             >\n",
       "      <label for=\"_anim_radio3_c26c9e196c00489988071fcf1ed9a710\">Reflect</label>\n",
       "    </form>\n",
       "  </div>\n",
       "</div>\n",
       "\n",
       "\n",
       "<script language=\"javascript\">\n",
       "  /* Instantiate the Animation class. */\n",
       "  /* The IDs given should match those used in the template above. */\n",
       "  (function() {\n",
       "    var img_id = \"_anim_imgc26c9e196c00489988071fcf1ed9a710\";\n",
       "    var slider_id = \"_anim_sliderc26c9e196c00489988071fcf1ed9a710\";\n",
       "    var loop_select_id = \"_anim_loop_selectc26c9e196c00489988071fcf1ed9a710\";\n",
       "    var frames = new Array(35);\n",
       "    \n",
       "  frames[0] = \"\\\n",
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       "\"\n",
       "\n",
       "\n",
       "    /* set a timeout to make sure all the above elements are created before\n",
       "       the object is initialized. */\n",
       "    setTimeout(function() {\n",
       "        animc26c9e196c00489988071fcf1ed9a710 = new Animation(frames, img_id, slider_id, 200,\n",
       "                                 loop_select_id);\n",
       "    }, 0);\n",
       "  })()\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def animation_plot(model, ax):\n",
    "    color_dict = {0:'#FF0000', 1:'#0000FF', None:'#FFFFFF'}\n",
    "    attr_grid = model.area.attr_grid('type')\n",
    "    ap.gridplot(attr_grid, ax=ax, color_dict=color_dict, convert=True,alpha=0.5)\n",
    "    ax.set_title(f\"谢林隔离模型\\n\"\n",
    "                 f\"演变步数: {model.t}\")\n",
    "\n",
    "fig, ax = plt.subplots() \n",
    "model = Schelling_model()\n",
    "# 生成动画和html的控件\n",
    "animation = ap.animate(model, fig, ax, animation_plot)\n",
    "IPython.display.HTML(animation.to_jshtml(fps=5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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